Identification and control of linear time-periodic systems via harmonic transfer functions
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Abstract (EN)
The increased need for accurately modeling the input–output characteristics of linear time-periodic (LTP) systems necessitates novel identification and control algorithms as well as new test benches for their experimental validation. This thesis introduces a simple-to-build test bench for experimental identification and control of LTP systems both with time-invariant and time-varying controllers. We mechanically coupled the shafts of two DC motors and fed back the angular velocity to the second motor with a time-periodic modulation. This allowed us to imitate a time-periodic load for the first DC motor, thereby yielding an experimental LTP system plant. We used Matlab/Simulink target hardware support to implement the entire software in Simulink, which greatly simplifies input design, data collection, and analysis as compared to embedded programming. We used constant-frequency sinusoidal signals for the data collection on the experimental platform. Subsequently, we estimated the harmonic transfer functions and identified the parameters of a state-space model of the proposed LTP system. We then designed a time-periodic controller in order to regulate the output of the LTP system. We proposed a method for obtaining a linear time-periodic LQR controller in order to capture the time-varying dynamics of the systems. In this research, we also employed the Mathieu equation as a representative example of a Linear Time Periodic (LTP) system for simulation purposes. We analyzed the equation both theoretically and using data-driven methods, and verified the results by comparing the output predictions from both methods. In previous research, most controllers used for analyzing the Mathieu equation were linear time-invariant. In contrast, in this thesis, we proposed the implementation of time-periodic controllers. Following this, we employed linear quadratic regulator (LQR) controllers in LTI and LTP forms to control the system and evaluated their performance through simulations in MATLAB/Simulink. We compared metrics such as root mean squared error (RMSE) and system characteristics, including overshoot and settling time. The effects of linear time-invariant (LTI) and linear time-periodic (LTP) type controllers on the dynamics of an LTP system have been investigated.
Author
Başak Sert
Institution
How to Cite
Başak Sert (Master Thesis). Identification and control of linear time-periodic systems via harmonic transfer functions, 2023, Hacettepe University.
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